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Industrial Management & Data Systems· 2026Q1

Supplement or replacement? Human and AI influencer strategies with attribute and quality information

Yongmei Liu, Zheng Qi, Liqun Wei

Short summary

A game-theoretic model reveals that introducing AI influencers during off-peak periods can create a win-win scenario for competing firms in live-streaming sales.

AI-generated from the title and abstract; the full text is not read.

Key points

  • Firms can achieve a win-win outcome by introducing AI influencers during off-peak periods.
  • For experience products, AI influencers transition from supplements to replacements as their cost advantage increases.
  • For search products, early AI adoption by one firm compels the competitor to also adopt AI, resulting in an AI-only equilibrium.
  • The optimal proportion of human influencers depends on competitor strategies, not simply maximizing their presence.

AI-generated from the title and abstract; the full text is not read.

Abstract

Purpose Live streaming sales are currently experiencing a trend toward diversification. Human and AI influencers differ in information transmission efficiency across product attributes and quality. This transformation raises critical managerial questions regarding how firms should allocate human and AI influencer resources. Design/methodology/approach We construct a game-theoretic model with two competing firms that select among human-only (HO), AI-only (AO), and hybrid influencers (HI) strategies, and then make pricing decisions. An influencer conveys a signal through product presentation that matches or opposes the product's attribute proportion and true quality. Findings Introducing the AI influencer during off-peak periods by only one firm leads to a win-win outcome. For experience products, the AI influencer shifts from a supplement to a replacement as the cost advantage expands. For search products, early adoption during peak periods forces the other to adopt the AI influencer as well, making the Scenario AO-AO the unique equilibrium. The proportion of the human influencer is not the larger the better. It depends on the competitor's arrangement: profits may either first increase and then decrease, exhibit an interior optimum, decrease consistently, or remain unchanged. Originality/value Few studies have examined the role of AI influencers in the live-streaming supply chain. Our findings contribute to understanding the strategic value of AI influencers and the equilibrium structure of live-streaming markets in the AI era.

The authors' abstract, as published at the source. Industrial Management & Data Systems, 2026 · DOI ↗

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Management Information SystemsBusiness, Management and Accounting